{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "a046f75e-e80e-73bd-01a2-fa0972b38dc0"
   },
   "source": [
    "**Just planning to add the explorations that I am going to do for this competition. Happy Kaggling.!**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "_cell_guid": "dfe0549a-63a2-3039-7ddd-b15fd94efdd2"
   },
   "outputs": [],
   "source": [
    "# This Python 3 environment comes with many helpful analytics libraries installed\n",
    "# It is defined by the kaggle/python docker image: https://github.com/kaggle/docker-python\n",
    "# For example, here's several helpful packages to load in \n",
    "\n",
    "import numpy as np # linear algebra\n",
    "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
    "from matplotlib import pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "\n",
    "color = sns.color_palette()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "e99b849b-59da-319e-d597-046a73231349"
   },
   "source": [
    "**Dataset Size:**\n",
    "\n",
    "First let us check the number of rows in train and test file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "_cell_guid": "258dc93f-cf41-7fc9-70ef-d6a8b1187f85"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of rows in train :  13647309\n",
      "Number of rows in test :  929615\n"
     ]
    }
   ],
   "source": [
    "data_path = \"../input/\"\n",
    "train = pd.read_csv(data_path+\"train_ver2.csv\", usecols=['ncodpers'])\n",
    "test = pd.read_csv(data_path+\"test_ver2.csv\", usecols=['ncodpers'])\n",
    "print(\"Number of rows in train : \", train.shape[0])\n",
    "print(\"Number of rows in test : \", test.shape[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "c308168b-2810-495f-222d-10d166ce32db"
   },
   "source": [
    "**No of Customers:**\n",
    "\n",
    "Now let us look at the number of unique customers in train data and test data and also the number of customers common between both"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "_cell_guid": "f27ebb1a-a929-8d21-f427-e75c4543ba32"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of customers in train :  956645\n",
      "Number of customers in test :  929615\n",
      "Number of common customers :  929615\n"
     ]
    }
   ],
   "source": [
    "train_unique_customers = set(train.ncodpers.unique())\n",
    "test_unique_customers = set(test.ncodpers.unique())\n",
    "print(\"Number of customers in train : \", len(train_unique_customers))\n",
    "print(\"Number of customers in test : \", len(test_unique_customers))\n",
    "print(\"Number of common customers : \", len(train_unique_customers.intersection(test_unique_customers)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "3b992488-7ba0-1d69-43bd-75b8a2af7770"
   },
   "source": [
    "**Missing Customers in Sample Submission:**\n",
    "\n",
    "From this [post][1], it is claimed that there are some missing customers between test and sample submission. So let us explore that.!\n",
    "\n",
    "Edit : This has been fixed now in the second version of the dataset. Now we can see that both test and sub file have same number of unique customers.!\n",
    "\n",
    "\n",
    "  [1]: https://www.kaggle.com/c/santander-product-recommendation/forums/t/24801/missing-ids/141477#post141477"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "_cell_guid": "bb398e60-2cb7-3b6c-321f-4fae6f9c3e3d"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of rows in sample submission file :  929615\n",
      "Number of unique customers in sample submission file :  929615\n",
      "Number of customers from test missing in sample sub : 0\n"
     ]
    }
   ],
   "source": [
    "sub = pd.read_csv(data_path+\"sample_submission.csv\")\n",
    "print(\"Number of rows in sample submission file : \",sub.shape[0])\n",
    "sub_unique_customers = set(sub.ncodpers.unique())\n",
    "print(\"Number of unique customers in sample submission file : \",len(sub_unique_customers))\n",
    "print(\"Number of customers from test missing in sample sub :\", len(test_unique_customers - sub_unique_customers))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "e721ec58-5f36-4a24-1f5f-51e6a5f79f60"
   },
   "source": [
    "Let us see the count of occurrences of each of the customers in train set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "_cell_guid": "3ca4c3ab-162c-c32f-3996-3e4435319240"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Fj1s1/aLpxxFxE/Bz4C+B+W322/M23niDKf2GkSRJ6hczZ85gcGiQoaGpW0V6cGiQmTNn\nMHv2BuN6Xrs3kfl6RBwCfJxyYSHA5ykXNj4IHJyZ17Zz7FWca1lE/A9lRZLvVOcY5vGjysNAc4rH\nQmC9iNioZfR6uNrXrNmsfp6IGAI2bqnZuaWd4dq+5ufhtdSMyZIlyx25liRJWoVlyx5mdGSUkZHR\ntRd3yOjIKMuWPczSpSsXkhtT0G57nevMvCQi/gPYmxJ8B4F7gHmZ+VC7x20VEU+rjv+5zFwQEQsp\nK3zcXu3fiDJP+tzqKbcAK6qaL1c1AWwJ3FDV3ADMiogdavOu96IE9xtrNe+PiE1q8673pkz1uLNW\nc2pEDGXmSK0mM3PMU0IARkcbjI56R3lJkqRWIyMNGo3yMVUajQYjIw1WrBhfoG87XANUa0J/eSLH\naBURZwBfpUwFeQbwj8CjPDb95GzghIi4G/gZcArwS+CKqqcHI+J84MyIWEpZn/oc4LrMvKmqmR8R\n84DPRMQRwHrAJ4AvZGZzxPkblBB9SbX83+bVueZm5qNVzaWUG+ZcEBGnAS8C3k1Z0USSJEnTzITC\ndUSsSwnAs3niWtdk5o/aOOwzKaH16cADwPeB3TLzN9UxT4+IGZQ1qWdRbmazb2Y+UjvGscAIcDnl\nJjJXA+9qOc9BlJu/XEO5iczl1EJxZo5GxH7Ap4DrKetpX0TtBjdVkN+bMmp+M7AYOCkzz2/jdUuS\nJKnPDbQzvB4Rs4B/Bt5MGfV9wnGBRmYOTay96eOBBx5yTogkSdIqZM7nwit+yCZztpyycy5eeB+H\n7r8zEduu3Lbpphuu9QK5dkeuLwJeR5mqcSPjWHJOkiRJerJqN1zvDZyTmcd2shlJkiSpn7W7WOBv\ngLs72YgkSZLU79oN1/8CHBgRU7eStyRJktTj2r2JzCkRsT5wc0RcQlkKb2QVdf8xwf4kSZKkvtFW\nuI6IZwB/DLyk+liVBuBqIZIkSZo22r2g8QLgpcBHcLUQSZIkCWg/XL8cOC0zT1xrpSRJkjRNtHtB\n4kJgSScbkSRJkvpdu+H6Y8DhEfG0TjYjSZIk9bN2p4U8BXgUuDsiLgN+wRNXC2lk5lkTaU6SJEnq\nJ+2G63+u/fuo1dQ0AMO1JEmSpo12w/XWHe1CkiRJehJo9yYyP+90I5IkSVK/a3fkGoCI2AB4BfDs\natPPge9m5vKJNiZJkiT1m7bDdUQcDZwKPA0YqO16KCI+kJlzJ9qcJEmS1E/aWoovIg4GPg78GDiI\nx26D/lfAHcDHI+KvO9WkJEmS1A/aHbl+D3AtsFdm1pfguz0iLge+CfwdcMkE+5MkSZL6Rrs3kQng\niy3BGoBq2xerGkmSJGnaaDdcLwO2WsP+rYAH2zy2JEmS1JfaDddfA46OiANbd0TEmyg3lvnqRBqT\nJEmS+k27c66PB3YH/jUiPgb8tNr+XGAOML+qkSRJkqaNtkauM/MB4KWUCxvvAIarjzuAY4EdM3Nx\np5qUJEmS+kHb61xn5u8py/F9vHPtSJIkSf2r3XWu742IP1vD/v0i4t7225IkSZL6T7sXNG5FuTPj\n6jyNx26JLkmSJE0L7YZrgMYa9u0M/HYCx5YkSZL6zpjnXEfEMcAx1cMGcHZE/NMqSmcCs4BLJ96e\nJEmS1D/Gc0Hj/cBPqn9vBfyq+qhrAMuBW4BPTrQ5SZIkqZ+MOVxn5heALwBExLeBUzPzm5PVmCRJ\nktRv2lqKLzNf1elGJEmSpH7XVriOiJcA21Wj2c1t+wAfANYHLs1M17+WJEnStNLuaiGnA29qPoiI\nrYEvA1tXm86MiLdPsDdJkiSpr7R7h8btgTNqjw8GRoAdMnNxRPw78E7gXybYHxFxPPBh4OzMfE9t\n+8nA4ZSVSa4DjsjMu2v71wfOpLwJWB+YBxyZmffXamYDc4H9gFHgS8Axmbm8VvMs4NPAK4GHgIuB\n4zNztFbz4uo4O1Mu/JybmfWvjyRJkqaBdkeuZwK/qT1+DfBfmbm4evxfwHMm0hhAROwMvB24rWX7\nccBR1b5dKCuUzIuI9WplZwOvBd4I7AlsQQnPdZcC2wF7VbV7AufVzjMIXEV5E7Ib8FbgEODkWs2G\nlOC+AHgp8F7gpIg4vO0XLkmSpL7Ubrj+X0ooJSI2B3YEvlHb/zTKSHDbIuJpwOcpo9OtN6Q5Bjgl\nM6/MzB9TRs63AA6onrsRcBhwbGZ+NzNvBQ4FXhYRu1Q12wH7AG/LzJsz83rgaODAiJhTnWcfYFvg\nzZl5R2bOAz4IvCsimqP+bwHWrY5zV2ZeBpwDrBxllyRJ0vTQbri+Ajg6Is4B/hP4A2XOddP2wL0T\n7O1c4KuZ+a36xmp+9xxg5TKAmfkgcCOwe7VpJ8poc70mgftqNbsBS6vg3XQNZa3uXWs1d9RG5KGM\nUs8EXlCruTYzV7TURETMHM8LliRJUn9rd871CcCmwF9TRpUPycxFsHLU+M8p4bgtEXEg8BJKSG41\nhxKAF7VsX1TtAxgGHqlC9+pq5lDmR6+UmSMRsaSlZlXnae67rfrc+kaiXrNsFa/hCQYHBxgcHBhL\nqSRJ0rQyNDTAwED5mCoDAwMMDQ2wzjrjG4tud53r/wPevJrd/wc8E3i4nWNHxDMp86VfnZmPtnOM\nfrTxxhtM6TeMJElSv5g5cwaDQ4MMDbU76WL8BocGmTlzBrNnbzCu57U7cr1a1SoaYxqtXY0dKaPi\nP4qIZtocAvaMiKMoc6AHKKPT9VHlYaA5xWMhsF5EbNQyej1c7WvWbFY/cUQMARu31Ozc0t9wbV/z\n8/BaatZqyZLljlxLkiStwrJlDzM6MsrIyIQu6RuX0ZFRli17mKVLVy4iN6ag3e5NZD40hrJGZp7S\nxuGvAV7Usu0i4C7go5l5b0QspKzwcXvVz0aUedLNqSi3ACuqmi9XNQFsCdxQ1dwAzIqIHWrzrvei\nBPcbazXvj4hNavOu96a8ebizVnNqRAxl5kitJjNzzG8yRkcbjI42xlouSZI0bYyMNGg0ysdUaTQa\njIw0WLFifIG+3ZHrk9bUCyWgNoBxh+tqjek769siYjnwm8y8q9p0NnBCRNwN/Kw6zy8pF1qSmQ9G\nxPmUm9kspaxPfQ5wXWbeVNXMj4h5wGci4ghgPeATwBcyszni/I2ql0uq5f82r841tzZl5VLgQ8AF\nEXEa5Y3BuykrmkiSJGkaaXfO9RMmvFRrQj8beBdlveh9J9ba4zzubUpmnh4RMyhrUs8Cvgfsm5mP\n1MqOpdzY5nLKTWSurnqrO4hy85drKEsHXk4tFGfmaETsB3wKuJ6ynvZFwIm1mgcjYm/KqPnNwGLg\npMw8f2IvWZIkSf1mYDKG1yPiX4GBzDyo4wd/knrggYecEyJJkrQKmfO58IofssmcLafsnIsX3seh\n++9MxLYrt2266YZrvUBusi65vJZy10ZJkiRp2piscL0TE7xDoyRJktRv2l0t5ODV7JpFmW/9BuCz\n7TYlSZIk9aN2Vwu5aA37FgMfBU5u89iSJElSX2o3XG+9im0NYGlmPjSBfiRJkqS+1e5SfD/vdCOS\nJElSv2vrgsaIeGlEHLmG/UdGxEvab0uSJEnqP+2uFvJPwKvXsP+PgVPbPLYkSZLUl9oN1ztS7oq4\nOt+jLMcnSZIkTRvthusNgRVr2D8KzGzz2JIkSVJfajdc/xTYew37/xS4t81jS5IkSX2p3XB9PvDa\niDgzImY1N0bErIg4ixKuz+9Eg5IkSVK/aHed63OAlwB/C7w7In5dbd+CEtgvAc6aeHuSJElS/2h3\nnesGcGhEXAy8Edim2nUF8KXM/E5n2pMkSZL6R7sj1wBk5reBb3eoF0mSJKmvtTvnWpIkSVILw7Uk\nSZLUIYZrSZIkqUMM15IkSVKHjClcR8S7I+J5k92MJEmS1M/GOnJ9FrBT80FEjETEQZPTkiRJktSf\nxhqulwLDtccDk9CLJEmS1NfGus71d4CTIuIlwLJq28ERsdsantPIzGMm0pwkSZLUT8Yaro8Ezgb2\nBjYDGtW/917DcxqA4VqSJEnTxpjCdWbeD6ycYx0Ro8BbMvPSyWpMkiRJ6jftLsV3KHB9JxuRJEmS\n+t1Yp4U8TmZ+rvnviHg+8Ozq4c8z885ONCZJkiT1m7bCNUBE7A+cCWzVsn0B8J7M/MrEWpMkSZL6\nS1vTQiLiNcCXqofvB15ffbyfskzff0TEn3akQ0mSJKlPtDty/UHgdmCPzFxe2/6ViJgLfB84Ebh6\ngv1JkiRJfaPdCxpfDHyuJVgDUG27qKqRJEmSpo12w/XvgY3XsH/jqkaSJEmaNtoN198CjomI3Vt3\nRMSuwLuBaybSmCRJktRv2p1z/Q/ADcD3I+ImIKvtAewC3A8c186BI+KdwBE8tgrJT4CTM/PqWs3J\nwOHALOA64IjMvLu2f33KSiZvAtYH5gFHVjfDadbMBuYC+wGjlAs0j6lPdYmIZwGfBl4JPARcDByf\nmaO1mhdXx9m5et1zM/OMdl67JEmS+ltbI9eZuYAyp/ocYDYlxL6p+vfHge0z82dt9vQLSjB/KbAj\nZZT8iojYDiAijgOOAt5OCfLLgXkRsV7tGGcDrwXeCOwJbMFjq5s0XQpsB+xV1e4JnNfcGRGDwFWU\nNyC7AW8FDgFOrtVsSAnuC6p+3wucFBGHt/naJUmS1MfaXue6GgU+tvromMz8WsumEyLiCErAvQs4\nBjglM68EiIiDgUXAAcBlEbERcBhwYGZ+t6o5FLgrInbJzJuqoL4PsGNm3lrVHA18LSL+PjMXVvu3\nBV6VmYuBOyLig8BHI+KkzFwBvAVYF3hb9fiuiNgBeA/w2U5+XSRJktT72p1zPSUiYjAiDgRmANdH\nxNbAHOCbzZrMfBC4EWjO/96J8qahXpPAfbWa3YClzWBduQZoALvWau6ognXTPGAm8IJazbVVsK7X\nRETMbOtFS5IkqW+1PXI9mSLihZQ53U+hzHV+fWZmdQFlgzJSXbeIEroBhoFHqtC9upo5lPnRK2Xm\nSEQsaalZ1Xma+26rPt+7hppla3iZjzM4OMDg4MBYyyVJkqaNoaEBBgbKx1QZGBhgaGiAddYZ31h0\nT4ZrYD6wPWWU+M+BiyNiz+62NLk23niDKf2GkSRJ6hczZ85gcGiQoaGpm3QxODTIzJkzmD17g3E9\nryfDdTXNojkifGtE7EKZa3065fbqwzx+VHkYaE7xWAisFxEbtYxeD1f7mjWb1c8ZEUOU9bnrNTu3\ntDZc29f8PLyWmjFZsmS5I9eSJEmrsGzZw4yOjDIyMrr24g4ZHRll2bKHWbr0sXsmjiVo92S4XoVB\nYP3MXBARCykrfNwOUF3AuCtwblV7C7CiqvlyVRPAlpSpJlSfZ0XEDrV513tRgvuNtZr3R8QmtXnX\ne1OmetxZqzk1IoYyc6RWk5k55ikhAKOjDUZHG+N5iiRJ0rQwMtKg0SgfU6XRaDAy0mDFivEF+nGH\n64iYAXwP+Exmfnq8zx/D8T8MfJ1yAeKGwJuBV1BCK5Rl9k6IiLuBnwGnAL8EroBygWNEnA+cGRFL\nKXO2zwGuy8ybqpr5ETEP+Ey1Esl6wCeAL1QrhQB8gxKiL6mW/9u8OtfczHy0qrkU+BBwQUScBryI\ncgOdYzr9dZEkSVLvG/fElcx8GNiacmHhZNgM+Bxl3vU1lLWu987Mb1XnP50ShM+jjDI/Fdg3Mx+p\nHeNY4ErgcuA7wK8pa17XHVQ7x5XAtcA7mjurG8XsB4wA11NuIHMRcGKt5kFK6N8KuBk4AzgpM8+f\nyBdAkiRJ/WmgneH1iLgUeEpmvqHzLU1PDzzwkHNCJEmSViFzPhde8UM2mbPllJ1z8cL7OHT/nYnY\nduW2TTfdcK0XyLU75/oU4IsRcQllBHkB8LvWosxc0ubxJUmSpL7Tbrj+SfX5+ZTpFasz1ObxJUmS\npL7Tbrg+mcmbcy1JkiT1pbbCdWae1OE+JEmSpL7XkdvcRMTM6iYskiRJ0rTV9k1kImIn4FRgT8o6\n0XsD34qITYDzgbMy8zudaFKSJEnqB22NXEfE/wO+DzwX+Hz9ONXdDGdSWzNakiRJmg7anRbyYeAu\nymoh71/F/m9TbkkuSZIkTRvthuudgQsz8w+setWQXwFz2u5KkiRJ6kPthutH1/LcZwD/1+axJUmS\npL7UbrgJJNs3AAAgAElEQVT+AfDnq9oRERsAhwLfbbcpSZIkqR+1G65PBHaKiK8B+1bbto+Iw4Fb\ngE0pt0iXJEmSpo22wnVm3gi8BngOcHG1+WPAv1Buef6azLy9Ix1KkiRJfaLtda4z81tARMQOlJA9\nCNwD3JKZ3hpdkiRJ007b4bopM28Fbu1AL5IkSVJfm8gdGtcH/oYyPWSravPPgKuAz2bm7yfanCRJ\nktRP2r1D4zOB/wbOAbYHHqg+tq+2/XdVI0mSJE0b7Y5cnws8G/jLzLy8viMi/gL4XFWz/8TakyRJ\nkvpHu0vx7QWc1RqsATLzi8DHqxpJkiRp2mg3XD8E3L+G/QurGkmSJGnaaDdcXwgcEhEzWndExNMo\nd2g8fyKNSZIkSf1mTHOuI+INLZtuBV4LzI+IzwF3V9ufCxwMLAG8iYwkSZKmlbFe0Hg50AAGqsf1\nf39gFfXPBL4AXDah7iRJkqQ+MtZw/apJ7UKSJEl6EhhTuM7M7052I5IkSVK/a/eCRkmSJEktJnL7\n85cDhwHbALN5bA52UyMzt59Ab5IkSVJfaStcR8R7gDOA3wNJWR1EkiRJmtbaHbl+L3Ad8LrMXNbB\nfiRJkqS+1e6c6xnAvxqsJUmSpMe0G66/Dbyok41IkiRJ/a7dcH00sFdE/H1EbNzJhiRJkqR+1dac\n68z8RUScB/wzcFpE/B4YaSlrZObMiTYoSZIk9Yt2Vws5mXLb818BNwMdm3sdEe8DXg9sC/wOuB44\nLjP/ZxU9HA7MolxceURm3l3bvz5wJvAmYH1gHnBkZt5fq5kNzAX2A0aBLwHHZObyWs2zgE8DrwQe\nAi4Gjs/M0VrNi6vj7AzcD8zNzDM68OWQJElSH2l3tZB3Al8DDqiHzA7ZA/gEJbSvA3wE+EZEbJeZ\nvwOIiOOAo4CDgZ8BpwLzqppHquOcDewLvBF4EDiXEp73qJ3rUmAY2AtYD7gIOA94S3WeQeAq4NfA\nbsAWwCXAI8AJVc2GlOD+DeAdlLnoF0bE0sz8bOe+LJIkSep17c65Xg/42iQEazLzNZl5SWbelZl3\nAIcAWwI71sqOAU7JzCsz88eUkL0FcABARGxEucHNsZn53cy8FTgUeFlE7FLVbAfsA7wtM2/OzOsp\nc8kPjIg51Xn2oYygvzkz78jMecAHgXdFRPONyVuAdavj3JWZlwHnAO/p9NdGkiRJva3dcH0ljx8B\nnkyzgAbVjWoiYmtgDvDNZkFmPgjcCOxebdqJMupdr0ngvlrNbsDSKng3XVOda9dazR2ZubhWMw+Y\nCbygVnNtZq5oqYmIcM65JEnSNNLutJB/BP49Ij4JnE8Jra0XNJKZE7pzY0QMUKZ3fD8z76w2z6EE\n4EUt5YuqfVCmejxShe7V1cyhzI+u9zsSEUtaalZ1nua+26rP966hxrXAJUmSpol2w3VWn19CmWe8\nOkNtHr/pk8DzgZdN8Dg9b3BwgMHBgW63IUmS1HOGhgYYGCgfU2VgYIChoQHWWWd8Ez3aDdcnU0aP\nJ01EzAVeA+yRmf9b27UQGKCMTtdHlYeBW2s160XERi2j18PVvmbNZi3nHAI2bqnZuaW14dq+5ufh\ntdSs1cYbbzCl3zCSJEn9YubMGQwODTI01O6M5vEbHBpk5swZzJ69wbie1+461ye187yxqoL1/sAr\nMvO+lnMviIiFlBU+bq/qN6LMkz63KrsFWFHVfLmqCcqFkTdUNTcAsyJih9q8670owf3GWs37I2KT\n2rzrvSlTPe6s1ZwaEUOZOVKryfHcHn7JkuWOXEuSJK3CsmUPMzoyyshIx9fSWK3RkVGWLXuYpUtX\nrtA8pqDd7sj1pKnmcf8V8GfA8ohojgIvy8zfV/8+GzghIu6mLMV3CvBL4AooFzhGxPnAmRGxlLI+\n9TnAdZl5U1UzPyLmAZ+JiCMoK6B8AvhCZjZHnL9BCdGXVMv/bV6da25mPlrVXAp8CLggIk6jLMX3\nbsqKJmM2OtpgdHRS/xggSZLUl0ZGGjQa5WOqNBoNRkYarFgxvkDf7k1kPjSWnjLzlDYO/07KlJPv\ntGw/lHIDFzLz9IiYQVmTehbwPWDf2hrXAMdSLrK8nHITmauBd7Uc8yDKzV+uodxE5nJqoTgzRyNi\nP+BTlJvZLKeshX1irebBiNibMmp+M7AYOCkzz2/jtUuS+sijjz7KvffeM+Xn3WabP2Lddded8vNK\nWruBdt4BRMSaInyDMrWikZkTvaBx2njggYcctpakPpM5n7Mu+Cqznj5n7cUd8tvfLOTYw15HxLZT\ndk6p2zLnc+EVP2STOVtO2TkXL7yPQ/ff+XE/a5tuuuFa5/C2O+f6CbPJq7sZPpsyOrwn5e6IkiQ9\nqc16+pwp/R++pN7WsUsuM3M0Mxdk5t8DP6XMX5YkSZKmjclaz+RayjJ6kiRJ0rQxWeF6J8oFgpIk\nSdK00e5qIQevZtcsynzrNwCfbbcpSZIkqR+1u871RWvYtxj4KOUujpIkSdK00W643noV2xrA0sx8\naAL9SJIkSX2r3aX4ft7pRiRJkqR+N1kXNEqSJEnTzphHriPi9nEeu5GZ24/zOZIkSVLfGs+0kCWU\nedVrMweIMdZKkiRJTxpjDteZ+co17Y+IOcBxwDuAEeCSCXUmSZIk9Zl2VwtZKSKGgeOBtwPrAp8H\n/ikz75nosSVJkqR+0na4ro1U10P1qZl5b4d6kyRJkvrKuMN1FaqPB/6GEqovoYTqBR3uTZIkSeor\n41ktZHMeC9XrABdTpn8YqiVJkiTGN3J9D7A+8N/Ah4EFwOyImL26J2TmjybWniRJktQ/xhOun1J9\n3gG4bC21A5Sl+IbaaUqSJEnqR+MJ14dOWheSJEnSk8B41rn+3GQ2IkmSJPW7wW43IEmSJD1ZGK4l\nSZKkDjFcS5IkSR1iuJYkSZI6xHAtSZIkdYjhWpIkSeoQw7UkSZLUIYZrSZIkqUMM15IkSVKHGK4l\nSZKkDjFcS5IkSR1iuJYkSZI6xHAtSZIkdYjhWpIkSeqQdbrdwKpExB7Ae4Edgc2BAzLzKy01JwOH\nA7OA64AjMvPu2v71gTOBNwHrA/OAIzPz/lrNbGAusB8wCnwJOCYzl9dqngV8Gngl8BBwMXB8Zo7W\nal5cHWdn4H5gbmae0YmvhSRJkvpHr45cbwD8N3Ak0GjdGRHHAUcBbwd2AZYD8yJivVrZ2cBrgTcC\newJbUMJz3aXAdsBeVe2ewHm18wwCV1HehOwGvBU4BDi5VrMhJbgvAF5KeVNwUkQc3s4LlyRJUv/q\nyXCdmVdn5ocy8wpgYBUlxwCnZOaVmflj4GBKeD4AICI2Ag4Djs3M72bmrcChwMsiYpeqZjtgH+Bt\nmXlzZl4PHA0cGBFzqvPsA2wLvDkz78jMecAHgXdFRHPU/y3AutVx7srMy4BzgPd09qsiSZKkXteT\n4XpNImJrYA7wzea2zHwQuBHYvdq0E2W0uV6TwH21mt2ApVXwbrqGMlK+a63mjsxcXKuZB8wEXlCr\nuTYzV7TURETMbPNlSpIkqQ/15JzrtZhDCcCLWrYvqvYBDAOPVKF7dTVzKPOjV8rMkYhY0lKzqvM0\n991Wfb53DTXL1vJ6ABgcHGBwcFWD9JKkXjU0NMDAQPmYKgMDAwwNDbDOOn03Pia1rZ9+1voxXD8p\nbbzxBlP6DSNJmriZM2cwODTI0NDUBd3BoUFmzpzB7NkbTNk5pW7rp5+1fgzXCynzsId5/KjyMHBr\nrWa9iNioZfR6uNrXrNmsfuCIGAI2bqnZueX8w7V9zc/Da6lZqyVLljtyLUl9ZtmyhxkdGWVkZHTt\nxR0yOjLKsmUPs3Tp8rUXS08SvfKzNpag3XfhOjMXRMRCygoft8PKCxh3Bc6tym4BVlQ1X65qAtgS\nuKGquQGYFRE71OZd70UJ7jfWat4fEZvU5l3vTZnqcWet5tSIGMrMkVpNZuaYpoQAjI42GB19wsIo\nkqQeNjLSoNEoH1Ol0WgwMtJgxYqpCxlSt/XTz1pPhuuI2AB4Do+tFLJNRGwPLMnMX1CW2TshIu4G\nfgacAvwSuALKBY4RcT5wZkQspaxPfQ5wXWbeVNXMj4h5wGci4ghgPeATwBcyszni/A1KiL6kWv5v\n8+pcczPz0armUuBDwAURcRrwIuDdlBVNJEmSNI306tUQO1GmeNxCuXjxY8CPgH8EyMzTKUH4PMoo\n81OBfTPzkdoxjgWuBC4HvgP8mrLmdd1BwHzKKiFXAtcC72jurG4Usx8wAlxPuYHMRcCJtZoHKSPV\nWwE3A2cAJ2Xm+RN4/ZIkSepDPTlynZnfZS3BPzNPAk5aw/4/UNatPnoNNb+lrFO9pvP8ghKw11Tz\nY+AVa6qRJEnSk1+vjlxLkiRJfcdwLUmSJHWI4VqSJEnqEMO1JEmS1CGGa0mSJKlDDNeSJElShxiu\nJUmSpA4xXEuSJEkdYriWJEmSOsRwLUmSJHWI4VqSJEnqEMO1JEmS1CGGa0mSJKlDDNeSJElShxiu\nJUmSpA4xXEuSJEkdYriWJEmSOsRwLUmSJHWI4VqSJEnqEMO1JEmS1CGGa0mSJKlDDNeSJElShxiu\nJUmSpA4xXEuSJEkdYriWJEmSOmSdbjcgSSoeffRR7r33nik/7zbb/BHrrrvulJ9Xkp6MDNeS1CPu\nvfcezrrgq8x6+pwpO+dvf7OQYw97HRHbTtk5JenJzHAtST1k1tPnsMmcLbvdBtC9kXRwNF1S/zJc\nS5JWqRsj6eBouqT+ZriWJK1WL42kS1I/MFxLmpac8iBJmgyGa0nTklMe+pMrqkjqdYZrSdOWUx76\njyuqSOp1husOiYh3AX8PzAFuA47OzB+2cyxHZjRRvTjlwe9rdYpviiT1MsN1B0TEm4CPAW8HbgKO\nBeZFxPMyc/F4j9drIzO9GIp6rade66cXpzz02ve1JEmTwXDdGccC52XmxQAR8U7gtcBhwOntHLCX\nRmZ6MRT1Wk+91g/01vdQUy/2JD3Z9Nqb/V7rB3qvp17rB3qzp35huJ6giFgX2BH4cHNbZjYi4hpg\n96411mG9GIp6rade60fS9NRrb/Z7rZ9e7KnX+unVnvqF4XriNgGGgEUt2xcBMdaDDA4OMDg4AMDQ\n0ADLlixkYGCgY02uzbIlCxkaGmCddQafsK/X+unFnuynN3vqtX56sade66cXe+qnfpo9DQwwpT0N\nDLDGr1Ev9dOLPfVaP73YUy/+rK3OQKPRmKSWpoeI2Bz4FbB7Zt5Y234asGdmPmlGryVJkrRm44vi\nWpXFwAgw3LJ9GFg49e1IkiSpWwzXE5SZjwK3AHs1t0XEQPX4+m71JUmSpKnnnOvOOBO4KCJu4bGl\n+GYAF3WzKUmSJE0t51x3SEQcCfwDZTrIf1NuInNzd7uSJEnSVDJcS5IkSR3inGtJkiSpQwzXkiRJ\nUocYriVJkqQOMVxLkiRJHWK4liRJkjrEcC1JkiR1iDeReRKIiD2A9wI7ApsDB2TmV7rYz/uA1wPb\nAr+j3KnyuMz8ny729E7gCGCratNPgJMz8+pu9VQXEccDHwbOzsz3dKmHE4ETWzbPz8znd6MfgIjY\nAjgN2JdyY6afAodm5o+61M8C4Nmr2HVuZh7dhX4GgX8E3gzMAX4NXJSZp051L7WengacChwAbAb8\nCPjbqVr3fyy/DyPiZOBwYBZwHXBEZt7drZ4i4vXAO6v9GwMvyczbu9FPRKwD/BPlZ24bYBlwDXB8\nZv7vVPdT7T8ROBB4FvAI5a7IH8jMmyajn7H01FL7aeDtlO/zc7rRT0RcCLy15WlXZ+ZrJqOfsfRU\n1WwHfBR4BSVz/gR4Y2b+cqr7iYhRoAEMtDz1vZn5sU724sj1k8MGlBvXHEn5xum2PYBPALsCrwbW\nBb4REU/tYk+/AI4DXkr5wfsWcEX1g99VEbEz5Rfzbd3uBfgx5UZIc6qPl3erkYhoBp8/APsA2wF/\nByztVk/ATjz2tZkD/AnlZ+6yLvVzPPAOys/+tpQbWf1DRBzVpX4Azgf2ogT+FwL/BVwTEZtP0fnX\n+PswIo4DjqL8zO0CLAfmRcR63eqp2v89yn+/qfgdvqZ+ZgAvobxp24EyUBLAFV3qByCBd1G+n14G\n/Izy/5Snd7EnYOUbo12BX01iL2Pt5+s8/vf3X3Wzp4j4I8r39Z3AnsCLgFOA33ejH8rXZHMe+/oc\nBowCl3e6EUeunwSq0derASKi9R3ZlGt9pxwRhwD3U0Lt97vU09daNp0QEUcAuwF3daElYOUo3+cp\no2gf7FYfNSsy84FuN1E5HrgvMw+vbft5t5oByMzf1B9HxOuAezLze11qaXfgitpfYO6LiIMooXHK\nRcRTgDcAr8vM66rN/1h9nY4APjTZPYzh9+ExwCmZeWVVczCwiDLSPilvktbWU2Z+vtr3bJ44qjal\n/WTmg5Q3sytVb9ZujIhnTsaI4xi+Pv/W0s97gLcBLwa+3el+xtJTtf0ZwMcpX6+rJqOP8fQD/GEq\nf3+PoadTga9l5vtq2xZ0q5/MvL/+OCIOAL6dmR3//4oj15oKsyjvIpd0uxEof0qPiAMpIzQ3dLmd\nc4GvZua3utxH03Mj4lcRcU9EfD4intXFXl4H3BwRl0XEooj4UUQcvtZnTZGIWJcyOnt+F9u4Htgr\nIp5b9bQ9ZWRvUv9HvwbrAEOUvzbU/Y4u/hWkKSK2poxYfbO5rQqTN1LeqGjVmr/Df9vtRqqfu3dU\nvXTtr31VeLsYOD0zuzZA0+KV1e/K+RHxyYjYuFuNVF+f1wI/jYirq75+EBH7d6unuojYDHgN8NnJ\nOL7hWpOq+gE7G/h+Zt7Z5V5eGBEPUf7H/0ng9Zk5v4v9HEj58+v71lY7RX4AHEIZhXknsDVwbURs\n0KV+tqGMdiawN/Ap4JyI+Osu9dPq9cBM4HNd7OGjwL8D8yOiORf17NaRvqmSmf9HecP6wYjYvHoj\n+xZKcJ2qaSFrMocSEhe1bF9U7VOLiFif8n12afXft1t9vLb6/f17yl8f/iQzuzlgczzwSGbO7WIP\ndV8HDgb+mDK96BXAVV38a/ZmwNMo0zGvokyh+zLwH9Xc6G47BHiQ0lPHOS1Ek+2TwPMpo2ndNh/Y\nnhKI/hy4OCL27EbAjohnUt50vDozH53q869KZs6rPfxxRNxEmYbxl8CFXWhpELgpM5vTZW6LiBdS\ngv8lXein1WHA1zNzYRd7eBNwEOVirzspb9Y+HhG/zsxufY3eAlxAmYO6gnJB46WUaWHqI9XFjV+k\nvCE5ssvtfIvy+3sT4G+AL0bELpm5eKobiYgdgXdT5qT3hMysT2n6SUTcAdwDvJJJmjqzFs3B2/+s\nXeR5e0T8P8rv8G5NpWs6FPh8Zj4yGQc3XGvSRMRcyp9d9pisq8zHIzNXAPdWD2+NiF0oIyBHdKGd\nHYFNgR/VRhaGgD2r+Y3rZ2ZXL07NzGUR8T/Ac7rUwv/yxPnwd1Hm9HZVRGxJuVj3gC63cjrwkcz8\nYvX4JxGxFeWvIV0J15m5AHhVdQHzRpm5KCL+jcd+9rppIWVO8zCPH70eBm7tSkc9qhasnwX8cTdH\nrQEy83eU76F7gZuq301vo6wmNNVeTvn9/YuIaG4bAs6MiL/NzG260NPjZOaCiFhM+f3djXC9mPLm\nelW/w7s62FaNnD8P+IvJOofTQjQpqmC9P/CqzLyv2/2sxiCwfpfOfQ3lyumXUEZjtgduplzcuH23\ngzWsvNjyOZSQ2w3XUVYpqAu6fFFj5TBKOOvW3OamGcBIy7ZReuB3e2b+rgrWsylTjf6zB3paQAnY\nezW3RcRGlNUeru9WXy164We/Gay3AfbKzG6u0LM63fz9fTHlYsrtax+/przZ3WcNz5sy1V9Hn06X\nfn9Xf5H9IU/8Hf48uv87/G3ALZn548k6gSPXTwLVnNjn8NhV5ttUFzYtycxfdKGfT1KWAPozYHlE\nDFe7lmXmZC3Bs7aePkyZk3YfsCHlQrRXUObyTrnMXE75M/5KEbEc+E23Lo6JiDOAr1J+8T2DshTX\no8AXutEPcBZwXZR10y+jBKDDKX8S7prqLw2HUNaTHu1mL5T/XidExC8p68e+FDiWSbpIZywiYm/K\n76IEnksJHHcCF03R+df2+/BsytfsbsqSbqcAv2QSl5pbW0/VG5AtKT93A8C21ffZwsxsnR8+qf1Q\nwtiXKG/89wPWrf0OXzIZ09jW0s9v+P/tnXmcFdWVx7+tE3HcccElMW6Qo8RRSdwyMUEcl8GYMYpO\nFhUlcYka12QQNxZFRTFxS1AEJS5BxyVRwhjFDcGMuERconhMWnDcoqjIoMboxJ4/zi2orq73+nXz\nmift7/v59Keg6tatU/feeu93T517HpwOTEm2rUukUtyImAB0CTWMowWF8h8R/fWnZW1P+htB9Ntf\nUrnzgeeBu9rW1vU2pTYaC9xoZjMJ7/lAYkz1b5A92WT6AOJzssuQuO4ebE8M3Jb0lyVDv4bwsC1r\nfpjsmF7YP4SY8TeCXkR7bEj8KMJTwJ6foCwd0HiP1eeI2Nh1gPlE2sSdi+nnlhXu/phFDtkxRJrC\nucAJjVqsl2N34lV5I+LQi/yIEIe/IMb4q8TCz7MbaNOawHmEUHybyCF7hrsXPexdRdXPQ3e/wMxW\nAcYTWTBmAgO7KvayFpsIR8Sk3PFsQjsKOGsZ2zOKyNTTQuQMhhArLcAAYMYytudoIof7YEJYv0V4\nRHfpYkdER79Xu/rzu5o9xxCe9MHEmH6VENXDu3hNT3vP2m0WP+B2GpGy0IH93b2rsnTV0mffTtsu\n/R5pamlp9Pe5EEIIIYQQ3YOGx+UJIYQQQgjRXZC4FkIIIYQQok5IXAshhBBCCFEnJK6FEEIIIYSo\nExLXQgghhBBC1AmJayGEEEIIIeqExLUQQgghhBB1QuJaCCGEEEKIOiFxLYQQQgghRJ3Qz58LIboM\nM+tP/BztAe7+60bb0x5m1gsYB+wK9AROcvdLG2qUaAhm1psYCzsCqwP7ufuUDtYxHVjb3bepv4VC\niE8qEtdCLOeY2aHAJOADYAt3f61wfDqN/YJvadB1O8PFwB7ASOB14LFqhc1sFeDHwAFAb+Aj4Clg\ngrtf16WWiq7mWmAT4DTgHSqMBTPbEDgS+I27P1U4vDyN/Zoxs62Afwcmufv/NNoeIT5pSFwL0X3o\nAQwDTijsb/QXfFODr98RBgC3uftF7RVMXu77AANuAC4DVgYGAdeY2UDgIHdvdPuLDmJmKwM7A2e7\n+7h2im8EjADmEhOrTwN9iXu+H5C4FqKAYq6F6D48ARxhZhs02pBlTfIg14NewMIay15LCOtvuftg\nd5/o7j939wHAhcB3gJ/Uya66Ua2t6tiOyzu90raWsbA8TR7rRRONn7R3GjPrYWafxn4Ty4imlpbl\n9vkQQrA4LORq4jXtDcA4dz8xd/x+YJ0sLMTMNiG8bIe5+7WFuj4GRrr7Wen/I4HhhIgcAewDfAhc\n4e7DzWxjwmM7AHgfGOvuP8vV15/w7n4H6AcMIeJX7wWOdfeXC9ffCRhFeA0/AzwKnObu/50rk9n0\nReBM4F+Bue7+5SpttBlwAbAb4V1+ivBK3pFrw0mEYMi+dFvcfcUK9e0EPARMdPcjS46vCDwLrAN8\n1t3/lvY3AccDPwD6AIuAPwCnu/vjufMPBo4Dtgb+BjwNjHb3u9PxVv2UO28ecJ+7f79wX7sSfTAI\n+Ad3X6e9djQzA84h+nYV4I/AWe7+29z1svp3IUJjDk5lpwFHuPtbBfsGEm9X+qW2duAid7+h0Lbt\njYHVgNHAvsCGhAh+Ehjq7k8U+6NgQz/gXOCfCQfTw0T7P5yOjyDGen4szHP3zUvqytYUtBo3wBB3\nvzZ79oBvsyR+ewFwibuPLdS1EnA68D1gY+AN4nk+090/rHZP6fydkt07AysBzcBV2ZqBFB72sbvv\nVjjvl0B/d98sty+bGH4h3c+LRKjTZZWeFWCAu89I5x8DHEOESr0F/IZo44W5a0wH1gYOIj5DdgBe\nBYa5+62pbc8HtiG848e6+70F2zcixsHewFrAn4GfuvukXJmsj74L/BNwGLABESr3v+21qxCdQZ5r\nIboPcwlvaj2919ns+z/T9hRgFnC6mZ1IiKiXgaHAn4CxZrZLoY4m4AxgIDAGuISIa77bzHpkhcxs\nN+ABYDUi5vlUYE3gPjPbvsSmmwmhfCowodINpPCNh9I1f07E0PYAppjZvqnYA4QwbEr3dDBwSOVm\n4ZvJjtK4anf/OzCZWBT51dyhq4GLCLEyFDgP+CshiDJ7RxD9+CEheocT4mJAFXsyKnlLxgFbEqJ1\nTKFsm3Y0sy8S/WzJxpOBd4Hbcm2W5zJCuIxM1/om0daLMbPDgKmECDqXGEuzgb1yZWodA+OBo5Lt\nRwNjicndVhXuP6u/LzAj2ToGOAvYFJhuZjukYrcCJxJjYTIxFk5sU1kwh+ifpmRTNm5m5MqsDfwu\n3evJ6ZwxZpa/7ybgt+n47cCPCEF6EnBjtXtK5+9BtNuWxLqBk4lJ7TdyxSqNjZb8sVTXZEIUDyX6\n6X6WjOMZQLbId3Tunuek80cSff9ysuMWoq/uSpPO/HXXTvc9C/gPYt3IDWaWOQqmpuuvCtxsZqvm\n7OxFTIx2S/YcT3wGXWVmx5fc55nEZ9BY4jOg3QmLEJ1FMddCdC/OAQYTX0gn1bHeWe5+DICZTQDm\nEaEPw9z9wrT/RsLz9H3gwcL5PYEt3f39VHY2cBNwBEtE2OXAve6+WBCY2XjCAzya8Kzmme3u1QRw\nxqnAesAu7v5Qqnci4b3+GXC7u88D5pnZ9cDz7j65nTr7pu2TVco8SYiurQhxOAA4FLjY3U/OlVsc\n321mWxAi4FZ3PzBXppVQ7QRvAv9SIf67rB0vIfp4B3f/v7TvcjN7kPAm3l4oP9/dF/dPElHHmdnq\n7r7IzNZIdc4iPJyVhE2tY2BvwpM6NHfuhRXqzHMO8b33VXd/MdV/HeFBvyDZ9kczW0SI1MerjQV3\nf+wgnI8AAAjGSURBVMPMfkeI9IcqlN0QOCQ7ZmZXE5OrHwB3pTIHESLx69kYTWWfIdp9Z3efVWaD\nma1ACPtXgO3cfVEN7VCNvYGF7r5X2UF3n2tmM4k3K/dk3upky7rEm4k73X3v3H4nJmAHA9fkqtsQ\n+K6735TK3QM8B/wK+Iq7P5b2P0e01SBi4gkxQWtK9/xO2nelmU0GRprZ+OyNUaIH8KVa3gIIsbTI\ncy1EN8Ld5xLe1CPNbP06VdsCXJW7xsdE5oQmwhOb7V9IiJQ2r8+BazJhncreArxGfJFnr+r7EF6r\ndbI/loSQfL3EpvE12j8QeCQvWtz9PeBKYNPkzewoq6dtNSGTHVsjbQcBHxNCrBL7Ee1arUxHaSGE\naJmwbtOOZtaT8JLfDKxZ6I9pQJ+UISNfx5WFemcCKxLZNiDeGqwGjKkkbsxsO2ofA+8AOxXsqEoS\noXsQWT1ezPa7+18IT+0uKdyk3rybF93u/hHwCK2fkwMIz+/zhXu/nxgP1d5a9CO87xfXQVhDtO2q\nec96B9idCOW5uLB/AvE8fKOw/91MWAO4+/Pp+nMyYZ14OG3zbbY/4fVesWSMrgl8qXCtX0pYi2WF\nxLUQ3Y/RxBfcsDrWWcwIsBD4wN3fLtnfs+T8P1fYt2n6d++0vRaYn/t7AzgcWMnM1iycP7cmy0Pg\necn+ObnjHSUTMatXKVMU4JsDr+a8bGVsTgjwOVXKdIZ5VY4V27E3IejOpnVfzCdCNWDJgr+Mlwr/\nX5C22VjYIm2fqWJHn7StZQwMJeLRXzKzh81sRIqrr8Z6RDz48yXH5hDfhxu3U0dneLlk3wJaPyd9\niNj3Yns7MXkptneeLVKZam3bEcYRbXSHmb1kZld1QGhnz1KrNk4Tihdo+6yVtc1CCuMpFxvdE8DM\n1iPCi46kbZtlE/5im82r8R6EWGoUFiJENyO9tr2e8F6fX1KkNPYyefYq8fca90Hnsidk1/4xlUMt\n3i38/6+duE69mEMsptuGtiEwGdtSX9FTC6ULMKneVsVjWV9cyJKwhSLFyVLZWGiiY2Oh5jHg7jeb\n2QzC078nsfjuFDPbz90r2dwoanlOViAWrZ5EeZsVJy+doVLMdasx4+7z01uEvYi3PgOBIWZ2jbsP\nqYMdeSq1TXttlo2V62kdZpKnmBaxkZ8X4lOGxLUQ3ZNsodEpJccyr+Jahf2d8eDWSp+Sfb1ZIqKa\n03aRu99X52u/SCzMK7JV7nhHmUrEcg+mRFynicr3iLbOslw0A3ua2VpVvNfNhHDoS/WcyQso9J+Z\nfYaIYV1aXkjbj5ayL/JirpkQRlvn6i/SoTHg7q8DVwBXpFjf2US2jUriej6x6LHSWPiYzonYeqTc\naga2cff7O3lu1rbV2m0BUObdb/Pcpzj7/0p/mNnlxGT9bHd/gcr3nD1LRs5TnMbmZsDd1W6kA8wn\n3git2AWfF0IsNQoLEaIbkr4ArydW6W9QOLaIWOBWjGM+lq7LXTs4H89qZgcSQvCOtOsPhEj4ST4j\nQK78uktx7TuAHVOqsqy+VYlXynPd/dmOVpjit+8hPHrFOFKIxVa9gfNzi6puJT5zR1Sp+jaiD4Zb\n9Ty8zbTtv6Oo7LmuGXefD0wHjirLOtPJvphGiKFT8xliCtQ0BsxshbRAMm/zm8Ri2kp1Z2sFpgH7\nmtnnc/WuT6Rpm+nuxbcjtfBe2hYnqx3hJuBzZnZE8YCZrWzV848/ToT2nFgSOpWnGdgyxSVndW9L\n62w2mNnaJec+nbZZ+75HCPriPd9D/EppMVvH4cTag6lV7KuZ1Je3AoNSZptWLOXnhRBLjTzXQnQP\nyoTYOUSKLCNyFOeZCAxLmT8eI4Ranwr11IO3gQfNbBIh9k8g4jInArh7i5kdTgjhZ1K5V4DPEou5\nFhJhGJ1hDCGe7jSzS5MthxEeu/07e0OE1/oeIj3dDcQivh6pzv5ECrXFGSzcfXrKTHG8mX0BuJMQ\n218jclOPc/dmMzuHSF0408x+TeS53gF4xd1PT9VNJDy2txDewG2J8Ij5JXZ2pk+PTffzdBojLwDr\nA18h+qRfDfUv3p8yhpxELGx7NGV0WJDs/kd3H9KBMbA68HK69yeJUJE9gO2J1G/VOINYdPd7MxtH\nhB8cSeSFHlrtxCo0E4vwfmhm7xLCc1Z+0WQNXEfkqb88ZZX5PTFR2go4kOjbx8tOTO12NDAFeCK1\n22tEWr6+7j4wFb2aaJ9pZnYV0Z9HEZ8N+cnKxCSw7yNiojclUgPOdvdsLcATRNudYmZrEWP0Xnd/\n08zOIyaHdyabtiTSJT5CZAGpF8OI/O0PpzH6LJHa78tE5hUJbNEw5LkWonvQxuPs7s3El3ZLyfGz\nCIE2iEit1kTEVpaVrfmaFfa3EJ7cqcQX4nGEINzd3T/I2fsAId4eJcTdpUTqutfIpavrKO7+Rqp3\nGiESziXy6e7j7lNKbK3p/lOWiR2Jttwu2TiacFoc6u5lP31+GJHPd1Mi9dupRI7pxT+Q4u4jiHSG\nK6f6RgGfJzJmZEwgJg1fIwT8JoTAfK/E/g6/jUgianuizw4lUgEeRQiqYiaTmsaBu18N/Bshks9I\n9vcjckBnZWoZA+8DvyCE+UginWIf4Gh3v6Sd+3qWaLOnibF4JuH13bWQnSKzv922SyEUg4m2uZzI\nPNK/UE8Zi/encbJvsmlrIhfzcEIoXkT5Isy8DdOICYgTAvqnhMCckivzHDHZXiMd34cIHZtdsPE6\nIj75aKKdDyFyTu+dq+t1Yjz0Ij5HJpPSU7r7KOI525jomwOI8J29Uv730jYo7Gt3f3qudyQmDfsR\nqf6OJ7zpxYmSfi1PLFP0C41CCCGEEELUCXmuhRBCCCGEqBMS10IIIYQQQtQJiWshhBBCCCHqhMS1\nEEIIIYQQdULiWgghhBBCiDohcS2EEEIIIUSdkLgWQgghhBCiTkhcCyGEEEIIUSckroUQQgghhKgT\nEtdCCCGEEELUCYlrIYQQQggh6oTEtRBCCCGEEHXi/wFsG8Zyw1MK9wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4c0a3c7ac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "num_occur = train.groupby('ncodpers').agg('size').value_counts()\n",
    "\n",
    "plt.figure(figsize=(8,4))\n",
    "sns.barplot(num_occur.index, num_occur.values, alpha=0.8, color=color[0])\n",
    "plt.xlabel('Number of Occurrences of the customer', fontsize=12)\n",
    "plt.ylabel('Number of customers', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "169fb005-6c74-cc71-c97b-5d0e240d51a6"
   },
   "source": [
    "We have 17 months of data present in our train and we can clearly see that majority of the customers are present for all 17 months. There is also a small spike at '11 month' compared to other months.! "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "_cell_guid": "500c1811-fbd9-b0c8-fa52-d7f08eb258d8"
   },
   "outputs": [],
   "source": [
    "del train_unique_customers\n",
    "del test_unique_customers\n",
    "del sub\n",
    "del sub_unique_customers"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "b257161b-9427-cda6-aaa6-0dae6c2318eb"
   },
   "source": [
    "**Target Variables distribution:**\n",
    "\n",
    "There are 24 target variables present in this dataset are as follows:\n",
    "\n",
    "1. ind_ahor_fin_ult1\t  - Saving Account\n",
    "\n",
    "2. ind_aval_fin_ult1\t  - Guarantees\n",
    "\n",
    "3. ind_cco_fin_ult1\t  - Current Accounts\n",
    "\n",
    "4. ind_cder_fin_ult1\t  - Derivada Account\n",
    "\n",
    "5. ind_cno_fin_ult1\t  - Payroll Account\n",
    "\n",
    "6. ind_ctju_fin_ult1\t  - Junior Account\n",
    "\n",
    "7. ind_ctma_fin_ult1 - Más particular Account\n",
    "\n",
    "8. ind_ctop_fin_ult1 - particular Account\n",
    "\n",
    "9. ind_ctpp_fin_ult1 - particular Plus Account\n",
    "\n",
    "10. ind_deco_fin_ult1 - Short-term deposits\n",
    "\n",
    "11. ind_deme_fin_ult1 - Medium-term deposits\n",
    "\n",
    "12. ind_dela_fin_ult1 - Long-term deposits\n",
    "\n",
    "13. ind_ecue_fin_ult1 - e-account\n",
    "\n",
    "14. ind_fond_fin_ult1 - Funds\n",
    "\n",
    "15. ind_hip_fin_ult1 - Mortgage\n",
    "\n",
    "16. ind_plan_fin_ult1 - Pensions\n",
    "\n",
    "17. ind_pres_fin_ult1 - Loans\n",
    "\n",
    "18. ind_reca_fin_ult1 - Taxes\n",
    "\n",
    "19. ind_tjcr_fin_ult1 - Credit Card\n",
    "\n",
    "20. ind_valo_fin_ult1 - Securities\n",
    "\n",
    "21. ind_viv_fin_ult1 - Home Account\n",
    "\n",
    "22. ind_nomina_ult1 - Payroll\n",
    "\n",
    "23. ind_nom_pens_ult1 - Pensions\n",
    "\n",
    "24. ind_recibo_ult1 - Direct Debit\n",
    "\n",
    "Let us check the number of times the given product has been bought in the train dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "_cell_guid": "30245033-f395-90c6-3ffa-9c0c66e6a86c"
   },
   "outputs": [],
   "source": [
    "train = pd.read_csv(data_path+\"train_ver2.csv\", dtype='float16', \n",
    "                    usecols=['ind_ahor_fin_ult1', 'ind_aval_fin_ult1', \n",
    "                             'ind_cco_fin_ult1', 'ind_cder_fin_ult1',\n",
    "                             'ind_cno_fin_ult1', 'ind_ctju_fin_ult1',\n",
    "                             'ind_ctma_fin_ult1', 'ind_ctop_fin_ult1',\n",
    "                             'ind_ctpp_fin_ult1', 'ind_deco_fin_ult1',\n",
    "                             'ind_deme_fin_ult1', 'ind_dela_fin_ult1',\n",
    "                             'ind_ecue_fin_ult1', 'ind_fond_fin_ult1',\n",
    "                             'ind_hip_fin_ult1', 'ind_plan_fin_ult1',\n",
    "                             'ind_pres_fin_ult1', 'ind_reca_fin_ult1',\n",
    "                             'ind_tjcr_fin_ult1', 'ind_valo_fin_ult1',\n",
    "                             'ind_viv_fin_ult1', 'ind_nomina_ult1',\n",
    "                             'ind_nom_pens_ult1', 'ind_recibo_ult1'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "_cell_guid": "40ad7987-aae9-5fda-0d70-c46584400a1c"
   },
   "outputs": [
    {
     "data": {
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M/wF8H/gV8A3KA5EAZObT1e7vYcBtq7m+g4F/rEpCXk161sSkvb099PaukalfMX19PfT0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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4bf61f4128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "target_counts = train.astype('float64').sum(axis=0)\n",
    "#print(target_counts)\n",
    "plt.figure(figsize=(8,4))\n",
    "sns.barplot(target_counts.index, target_counts.values, alpha=0.8, color=color[0])\n",
    "plt.xlabel('Product Name', fontsize=12)\n",
    "plt.ylabel('Number of Occurrences', fontsize=12)\n",
    "plt.xticks(rotation='vertical')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "624c9876-a199-2770-c5c9-44b5b38405c7"
   },
   "source": [
    "Product \"ind_cco_fin_ult1 \" is the most bought one and \"ind_aval_fin_ult1\" is the least bought one."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "8a23f7cb-4dc0-5504-9c5f-08e95b71971b"
   },
   "source": [
    "**Exploring Dates:**\n",
    "\n",
    "Let us explore the dates now and see if there are any insights. There are 2 date fields present in the data.\n",
    "\n",
    "1. fecha_dato - The date of observation\n",
    "2. fecha_alta - The date in which the customer became as the first holder of a contract in the bank"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "_cell_guid": "bfe96f0b-2981-1f2b-0782-8096cd78ce76"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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HLmt/vWaGNWum+TOsZXR0hNHREZYsGWFkpHnr08hI89ibbbb2z23z0VStp2LT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\nOI7jOI7jFJD/A5RQpZiqER7ZAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4c4c421cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train = pd.read_csv(data_path+\"train_ver2.csv\", usecols=['fecha_dato', 'fecha_alta'], parse_dates=['fecha_dato', 'fecha_alta'])\n",
    "train['fecha_dato_yearmonth'] = train['fecha_dato'].apply(lambda x: (100*x.year) + x.month)\n",
    "yearmonth = train['fecha_dato_yearmonth'].value_counts()\n",
    "\n",
    "plt.figure(figsize=(8,4))\n",
    "sns.barplot(yearmonth.index, yearmonth.values, alpha=0.8, color=color[0])\n",
    "plt.xlabel('Year and month of observation', fontsize=12)\n",
    "plt.ylabel('Number of customers', fontsize=12)\n",
    "plt.xticks(rotation='vertical')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "213c97ad-448f-0c80-ac90-5df5c54bf369"
   },
   "source": [
    "For the first six months of the given train data, the number of customers / observations remain almost same and then there is a sudden spike in the number of customers / observations during July 2015."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "_cell_guid": "9c2dbf2b-f681-4d12-42a7-589642f2fa55"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Minimum value of fetcha_alta :  199501.0\n",
      "Maximum value of fetcha_alta :  201605.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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MpoX4tGOqO83hJ8DR47S/DhgYp12SJEmSNIbRhfg6decBCeqPTLgC+GhEXApc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\nQgghhBBCCCEK8f8BqjWBddCXeH4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4c09704240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train['fecha_alta_yearmonth'] = train['fecha_alta'].apply(lambda x: (100*x.year) + x.month)\n",
    "yearmonth = train['fecha_alta_yearmonth'].value_counts()\n",
    "print(\"Minimum value of fetcha_alta : \", min(yearmonth.index))\n",
    "print(\"Maximum value of fetcha_alta : \", max(yearmonth.index))\n",
    "\n",
    "plt.figure(figsize=(12,4))\n",
    "sns.barplot(yearmonth.index, yearmonth.values, alpha=0.8, color=color[1])\n",
    "plt.xlabel('Year and month of joining', fontsize=12)\n",
    "plt.ylabel('Number of customers', fontsize=12)\n",
    "plt.xticks(rotation='vertical')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "b816e529-a634-6586-e496-d01d365fccf3"
   },
   "source": [
    "So the first holder date starts from January 1995. But as we can see, the number is high during the recent years.! \n",
    "\n",
    "Also it seems there are some seasonal peaks in the data. Let us have a close look at them.!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "_cell_guid": "3383d348-1819-5ce0-f724-c92dfdafe9ad"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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1PVA+9o5Qs2mEl/kinZ0ddHZ2tFouSZpiXV0ddAAdo/yvuqOs3WGHWncDSo41TRnHmqRW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\n//6ZeT1wImVA4VN9t/8JOHtA++f2Bg368vtRLmP4j622Ptt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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4c097ead68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "year_month = yearmonth.sort_index().reset_index()\n",
    "year_month = year_month.ix[185:]\n",
    "year_month.columns = ['yearmonth', 'number_of_customers']\n",
    "\n",
    "plt.figure(figsize=(12,4))\n",
    "sns.barplot(year_month.yearmonth.astype('int'), year_month.number_of_customers, alpha=0.8, color=color[2])\n",
    "plt.xlabel('Year and month of joining', fontsize=12)\n",
    "plt.ylabel('Number of customers', fontsize=12)\n",
    "plt.xticks(rotation='vertical')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "2a743043-b5ac-c08d-ee7d-5bf15600704a"
   },
   "source": [
    "From 2011, the number of customers becoming the first folder of a contract in **the second six months is much higher than the first six months** in a calendar year and it is across all years after that. Looks interesting to me from a business standpoint.!  "
   ]
  }
 ],
 "metadata": {
  "_change_revision": 619,
  "_is_fork": false,
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
